{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering Time Series using MPdist\n",
    "\n",
    "This tutorial replicates figure 5 from [Matrix Profile XII](https://ueaeprints.uea.ac.uk/id/eprint/69244/1/ICDM_2018_Shaghayegh.pdf). The figure compares results from hierarchical clustering time series under two different measures: the Euclidean distance and matrix profile distance (MPdist).\n",
    "\n",
    "### What is MPdist?\n",
    "\n",
    "Informally, MPdist can be described as encoding the similarity of the two time series by determining whether most - as parameterized by a threshold - of its subsequences are similar. For instance, if two time series is made up of the same repeating subsequences of window length `m`, then they would have an MPdist of 0.0 (if window size for MPdist is set to `m`), even if they are phase shifted. On the other hand, the Euclidean distance would be non-zero as long as they are phase shifted.\n",
    "\n",
    "More concretely, given a threshold `percentage` and window length `m`, the MPdist between two time series is the smallest number such that it is higher than the specified `percentage` of the pairwise distances in the join matrix profile for the two time series parameterized by window size `m`. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting Started\n",
    "\n",
    "We begin by importing STUMPY and some relevant packages for loading and analyzing the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import stumpy\n",
    "\n",
    "# Data loading\n",
    "from scipy.io import loadmat\n",
    "from zipfile import ZipFile\n",
    "from urllib.request import urlopen\n",
    "import io\n",
    "import ssl\n",
    "\n",
    "# Data processing, clustering and plotting\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
    "from scipy.spatial.distance import squareform\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "# Configuration\n",
    "plt.style.use(\"https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before diving into our main example, we would like to test our initial assertion that two phase-shifted time series with the same repeating subsequence would have MPdist 0. Here we generate a random motif of length 20 repeated 5 times. Then, we take two subsequence from within this so that they are just phase shifted form of each other. Despite being very similar to each other, we immediately notice that the Euclidean distance is non-zero. However, due to our definition of MPdist, each subsequnce of length 20 (or even higher window length) would have a subsequence that exactly matches that in the other time series. So, MPdist here is 0. Although this is a contrived example, it illustrates the limitation of using Euclidean distance to encode similarity between time series.\n",
    "\n",
    "We use a slightly higher window length, 30, than the original motif and use a threshold of 0.05."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "A large number of values are smaller than 1e-05.\n",
      "For a self-join, try setting `ignore_trivial = True`.\n",
      "A large number of values are smaller than 1e-05.\n",
      "For a self-join, try setting `ignore_trivial = True`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Euclidean Distance: 149.69\n",
      "MPdist: 0.00\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set random seed for reproducibility\n",
    "np.random.seed(42)\n",
    "\n",
    "motif = np.floor(np.random.rand(20) * 50)\n",
    "base = np.tile(motif, 5) # generates a longer sequence to choose two phase-shifted subsequences from\n",
    "\n",
    "t_1 = base[:50]\n",
    "t_2 = base[15:65]\n",
    "\n",
    "fig, axs = plt.subplots(2, sharex=True, gridspec_kw={'hspace': 0.2})\n",
    "plt.suptitle('Phase-shifted Random Motif', fontsize='30')\n",
    "\n",
    "axs[1].set_xlabel('Time')\n",
    "axs[0].set_ylabel('Random Value')\n",
    "axs[1].set_ylabel('Random Value')\n",
    "\n",
    "axs[0].plot(t_1)\n",
    "axs[1].plot(t_2)\n",
    "\n",
    "euc_dist = np.linalg.norm(t_1 - t_2)\n",
    "mp_dist = stumpy.mpdist(t_1, t_2, 30, percentage=0.05)\n",
    "\n",
    "print(\"Euclidean Distance: {:.2f}\".format(euc_dist))\n",
    "print(\"MPdist: {:.2f}\".format(mp_dist))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the data\n",
    "\n",
    "We load the data from the [companion website](https://sites.google.com/site/mpdistinfo) of the MPdist paper as numpy arrays. The dataset is for handwriting data for some common American names."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "context = ssl.SSLContext(ssl.PROTOCOL_TLS_CLIENT)\n",
    "\n",
    "\n",
    "fzip = ZipFile(io.BytesIO(urlopen(\"https://sites.google.com/site/mpdistinfo/home/words_dendrogram.zip?attredirects=0&d=1\").read()))\n",
    "mat = fzip.extract(\"words_dendrogram/LisaBeth/MaryBethAnhLisa_data.mat\")\n",
    "raw_data = loadmat(mat)['XSsY4']\n",
    "\n",
    "# The order in which we want the time series to be displayed\n",
    "ordered_names = [\"Maryanne\", \"Mary\", \"Anne\", \"Lisabeth\", \"Lisa\", \"Beth\"]\n",
    "\n",
    "# The data for the time series themselves\n",
    "data = {}\n",
    "for i in range(raw_data[0].shape[0]):\n",
    "    name = raw_data[1][i][0].replace(\"nh\", \"nne\") # for some reason \"nne\" seems to be replaced by \"nh\" in the names\n",
    "    data[name] = raw_data[0][i].flatten().astype(float)    \n",
    "\n",
    "# Compute rough offsets so that the different names can be aligned visually \n",
    "offset_idx = {}\n",
    "for name in ordered_names:\n",
    "    idx = np.arange(0, data[name].shape[0])\n",
    "    if name == 'Anne':\n",
    "        idx += data['Maryanne'].shape[0] - data['Anne'].shape[0]\n",
    "    elif name == 'Beth':\n",
    "        idx += data['Lisabeth'].shape[0] - data['Beth'].shape[0]\n",
    "    offset_idx[name] = idx"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then plot these time series. Each time series corresponds to a single name indicated on the right. The Y-axis of the plot represents the vertical position of the pen over time as the names are written out in cursive form. The time series are aligned so that the similarities between parts of the names can be seen better. For instance, Anne and Maryanne shares the last three letters \"nne\" (comparison is case-sensitive )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(len(data), sharex=True, gridspec_kw={'hspace': 0.2})\n",
    "plt.suptitle('Names', fontsize='30')\n",
    "\n",
    "axs[-1].set_xlabel(\"Time\")\n",
    "for i, name in enumerate(ordered_names):\n",
    "    ymax = data[name].max()\n",
    "    yrange = data[name].ptp()\n",
    "    axs[i].set_xlim(0, 300)\n",
    "    axs[i].plot(offset_idx[name], data[name])\n",
    "    axs[i].text(250, ymax - 0.7 * yrange, name, color=\"black\", fontsize=20)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering the Series\n",
    "\n",
    "A cluster of different time series is supposed to group together time series that are more similar than others. A hierarchical cluster generalizes this notion by allowing groups to be made up of other groups. In this case, we naturally expect the time series for Anne, Mary and Maryanne to be in one cluster while those for Lisa, Beth and Lisabeth to be in a separate cluster due to them sharing part of the names.  \n",
    "\n",
    "In order to begin clustering the series, we first compute the distance matrices. Entry `(i, j)` in a distance matrix corresponds to the distance between time series `i` and `j` under some measure. We first write a function for computing the distance matrix and a function to cluster the time series and plot them as a dendrogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_distance_matrix(distance_function):\n",
    "    distance_matrix = np.zeros((len(data),len(data)))\n",
    "\n",
    "    for i, name1 in enumerate(ordered_names):\n",
    "        for j, name2 in enumerate(ordered_names):\n",
    "            if not name2 == name1:\n",
    "                distance_matrix[i, j] = distance_function(data[name1], data[name2])\n",
    "    return distance_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Clusters the data and plots it from distance matrix\n",
    "def plot_cluster(distance_matrix):\n",
    "    linked = linkage(squareform(distance_matrix), 'complete') \n",
    "\n",
    "    fig = plt.figure(figsize=(15, 12))\n",
    "    outer = gridspec.GridSpec(1, 2, wspace=0.2, hspace=0.2)\n",
    "\n",
    "\n",
    "    ax = plt.Subplot(fig, outer[1])\n",
    "\n",
    "    x = dendrogram(linked,\n",
    "                orientation='right',\n",
    "                labels=ordered_names,\n",
    "                distance_sort='descending',\n",
    "                link_color_func=lambda _: 'C0',\n",
    "                show_leaf_counts=False,\n",
    "                ax=ax)\n",
    "    fig.add_subplot(ax)\n",
    "    inner = gridspec.GridSpecFromSubplotSpec(len(data), 1, subplot_spec=outer[0],\n",
    "                                                 wspace=0.1, hspace=0.1)\n",
    "    \n",
    "    for i, name in enumerate(x['ivl'][::-1]):\n",
    "        ax = plt.Subplot(fig, inner[i])\n",
    "        ax.set_xlim(0, 250)\n",
    "        fig.add_subplot(ax)\n",
    "\n",
    "        ax.axis(\"off\")\n",
    "        ax.plot(offset_idx[name], data[name])\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we attempt clustering the time series under Euclidean distance. However, we immediately run into the issue of different time series having different lengths. This is because Euclidean distance requires that the points have the same dimensionality. In order to get around this, we shrink the longer time series to match the length of the shorter. We also z-normalize both of the time series as they start off at arbitrary Y position."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1200 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def shrink_ts(x, n):\n",
    "    idx = np.ceil(np.arange(n) * x.shape[0]/n).astype(np.int64)\n",
    "    return x[idx]\n",
    "\n",
    "def euclidean_dist(x, y):\n",
    "    if x.shape[0] > y.shape[0]:\n",
    "        x = shrink_ts(x, y.shape[0])\n",
    "    else:\n",
    "        y = shrink_ts(y, x.shape[0])\n",
    "    x = (x - x.mean())/x.std()\n",
    "    y = (y - y.mean())/y.std()\n",
    "    return np.linalg.norm(x - y)\n",
    "\n",
    "euclidean_distance_matrix = compute_distance_matrix(euclidean_dist)\n",
    "plot_cluster(euclidean_distance_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, the results are contrary to our expectation. For instance, Maryanne is in the same broad cluster as Beth whereas Lisabeth is in the same broad cluster as Mary - neither of which makes much sense.\n",
    "\n",
    "Now, we contast this result with that of MPdist. We compute MPdist by simply calling `stumpy.mpdist` with the two time series, a window length of `30` and a threshold of `0.05`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1200 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def mpdist(x, y):\n",
    "    return stumpy.mpdist(x, y, 30, percentage=0.05)\n",
    "mp_distance_matrix = compute_distance_matrix(mpdist)\n",
    "plot_cluster(mp_distance_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is precisely the result we expected to get initially! The reason why MPdist gives the expected result and Euclidean distance fails is because Euclidean distance compares the whole time series at once whereas MPdist compares the subsequences. Moreover, one of the time series is first distorted to equalize their lengths in order to compute the Euclidean distance.\n",
    "\n",
    "A careful observation reveals that the hierarchical clusters slightly deviate from the original figures from the paper. For MPdist, this is because the code which generated the original figure used 0.5 as its threshold instead of 0.05 (as explained in the [supporting website](https://sites.google.com/site/mpdistinfo/)). Nevertheless, the three names (Lisa, Beth and Lisabeth) are still within the same large cluster. For Euclidean distance, this is likely due to a different method for shrinking the time series. Again, there is only a minor difference - Lisa and Beth are swapped. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
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